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Automation Risk Analysis

Will “Scientist” be Automated?

Historical Context: Oxford Study (2013)

Ranked #346 of 702. Estimated risk: 63.0%

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AI Exposure Risk

59%

“Scientist” will maybe be replaced by AI.

Based on the cognitive demands, communication requirements, and logical reasoning intrinsic to this occupation according to O*NET data, we project a 59% probability of disruption by generative AI and Large Language Models.

Automation & Robot Risk

35%

“Scientist” will probably not be replaced by robots.

Evaluating the physical dexterity, repetitive motion tasks, and manual labor associated with this role, our analysis indicates a 35% likelihood of substitution by advanced robotics systems.

Personal & Financial Insights

Every occupation has a unique profile. For Geoscientists, Except Hydrologists and Geographers, the Bureau of Labor Statistics and O*NET classify the day-to-day work broadly as: Study the composition, structure, and other physical aspects of the Earth. May use geological, physics, and mathematics knowledge in exploration for oil, gas, minerals, or underground water; or in waste disposal, land reclamation, or other environmental problems. May study the Earth's internal composition, atmospheres, and oceans, and its magnetic, electrical, and gravitational forces. Includes mineralogists, paleontologists, stratigraphers, geodesists, and seismologists.

Avg. Annual Salary $111,310
Avg. Hourly Wage $53.52
Available Jobs (US) 22,510
Job Title & Hierarchy Code (SOC) Geoscientists, Except Hydrologists and Geographers #19-2042
Wage vs. National Median
ℹ️

Data is based on the reference occupation: “Geoscientists, Except Hydrologists and Geographers”

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Core Skills & Abilities

  • Assess ground or surface water movement to provide advice on issues, such as waste management, route and site selection, or the restoration of contaminated sites.

  • Test industrial diamonds or abrasives, soil, or rocks to determine their geological characteristics, using optical, x-ray, heat, acid, or precision instruments.

  • Prepare geological maps, cross-sectional diagrams, charts, or reports concerning mineral extraction, land use, or resource management, using results of fieldwork or laboratory research.

  • Research ways to reduce the ecological footprint of increasingly prevalent megacities.

  • Determine ways to mitigate the negative consequences of mineral dust dispersion.

  • Locate and estimate probable natural gas, oil, or mineral ore deposits or underground water resources, using aerial photographs, charts, or research or survey results.

  • Locate potential sources of geothermal energy.

  • Locate and review research articles or environmental, historical, or technical reports.

  • Design geological mine maps, monitor mine structural integrity, or advise and monitor mining crews.

  • Inspect construction projects to analyze engineering problems, using test equipment or drilling machinery.

  • Plan or conduct geological, geochemical, or geophysical field studies or surveys, sample collection, or drilling and testing programs used to collect data for research or application.

  • Advise construction firms or government agencies on dam or road construction, foundation design, land use, or resource management.

  • Identify possible sites for carbon sequestration projects.

  • Develop strategies for more environmentally friendly resource extraction and reclamation.

  • Collaborate with medical or health researchers to address health problems related to geological materials or processes.

  • Conduct geological or geophysical studies to provide information for use in regional development, site selection, or development of public works projects.

  • Communicate geological findings by writing research papers, participating in conferences, or teaching geological science at universities.

  • Provide advice on the safe siting of new nuclear reactor projects or methods of nuclear waste management.

  • Identify deposits of construction materials suitable for use as concrete aggregates, road fill, or other applications.

  • Identify new sources of platinum group elements for industrial applications, such as automotive fuel cells or pollution abatement systems.

  • Review work plans to determine the effectiveness of activities for mitigating soil or groundwater contamination.

  • Investigate the composition, structure, or history of the Earth's crust through the collection, examination, measurement, or classification of soils, minerals, rocks, or fossil remains.

  • Develop ways to capture or use gases burned off as waste during oil production processes.

  • Determine methods to incorporate geomethane or methane hydrates into global energy production or evaluate the potential environmental impacts of such incorporation.

  • Develop applied software for the analysis and interpretation of geological data.

  • Measure characteristics of the Earth, such as gravity or magnetic fields, using equipment such as seismographs, gravimeters, torsion balances, or magnetometers.

  • Study historical climate change indicators found in locations, such as ice sheets or rock formations to develop climate change models.

  • Analyze and interpret geological, geochemical, or geophysical information from sources, such as survey data, well logs, bore holes, or aerial photos.

  • Review environmental, historical, or technical reports and publications for accuracy.

  • Analyze and interpret geological data, using computer software.

  • Research geomechanical or geochemical processes to be used in carbon sequestration projects.

  • Identify risks for natural disasters, such as mudslides, earthquakes, or volcanic eruptions.

Technologies & Software

  • Scite AI
  • Geographic information system GIS software
  • RockWare Geochemist's Workbench GWB
  • MJ Systems Logsleuth
  • Microsoft PowerPoint
  • Seismic interpretation software
  • ERDAS ER Mapper
  • Llama (Meta)
  • Golden Software Surfer
  • BOSS Didger
  • IRIS Seismic Processing Workshop
  • The MathWorks MATLAB
  • PowerCAD
  • Grok (xAI)
  • Nova (Amazon)
  • Mistral (Mistral AI)
  • PaleoMag
  • RockWare Potent
  • RockWare MicroMODEL
  • Gemini for Workspace
  • Trimble Terramodel
  • Field data recorder software
  • PolyMap
  • Socorro Scientific Software Refract2K
  • Gresens 92
  • RockWare Erupt
  • Paleontological Statistics PAST
  • Kimi (Moonshot AI)
  • Laboratory information management system LIMS
  • Geographic information system GIS systems
  • Microsoft Excel
  • Landmark Graphics GeoGraphix
  • Microsoft Outlook
  • Well logging software
  • Compass software
  • Qwen (Alibaba)
  • StrainSim
  • Word processing software
  • RockWare GRADIX
  • RockWare GeoTrig
  • Paradigm SKUA-GOCAD
  • Scientific Software Group FEFLOW
  • PaleoTax
  • Perplexity AI
  • Maptek Vulcan
  • DeepSeek
  • Scientific Software Group SVHeat
  • GeoModel
  • EPIC GIS
  • EarthSoft EQuIS Geology
  • MineGeo software
  • Git
  • Starpint Software Super Slug
  • ESRI ArcGIS software
  • Geostatistics software GS+
  • MapInfo Professional
  • Adobe Acrobat
  • Solvcalv
  • MHC Document Express
  • Waterloo Hydrogeologic FlowPath II
  • Atoll GeoCAD
  • Earthworks MaxiPit
  • Elicit
  • Hydrogeology Basin2
  • RSI interactive data language IDL software
  • Bilko
  • Seismic Micro-Technology KINGDOM
  • Bentley Systems gINT
  • Enigma software
  • National Geophysical Data Center GEODAS
  • Data mining software
  • Python
  • MineSight
  • RSI ENVI
  • CrystalMaker
  • Microsoft Active Server Pages ASP
  • Scientific Software Group Infinite Extent
  • Geospatial data abstraction library GDAL
  • Microsoft Office software
  • Mapping software
  • RockWare Jlog
  • RockWare VEGO
  • SeeByte SeeTrack
  • OpenOffice.org
  • IHS Energy PowerTools
  • Email software
  • Groundwater Vistas
  • Landmark VIP
  • ESRI ArcView
  • RockWare WinSism
  • Geomechanical design analysis GDA software
  • MIT OASES
  • Claude (Anthropic)
  • Clover Technology GALENA
  • RockWare Visual STUNT
  • Triton Elics International SeaClass
  • Shape software
  • OriginLab Origin
  • Data logger software
  • RockWare RockPack III
  • Geosoft DAP server
  • Intergraph ImageStation Stereo Softcopy Kit SSK
  • MySQL
  • ChatGPT (OpenAI)
  • RockWare FIRSTPIX
  • TECHBASE
  • RockWare ChemFlux
  • HydroSOLVE AQTESOLV
  • Geo-Logic Systems LithoTect Interpreter
  • Leica Geosystems ERDAS IMAGINE
  • Schlumberger Inside Reality
  • Groundwater modeling system GMS
  • Geosoft Oasis montaj
  • Geographic resources analysis support system GRASS
  • GeoPLUS Petra
  • Midland Valley 3DMove
  • Gemini (Google)
  • Multivariate statistical program MVSP software
  • Upperspace ModelCAD
  • Evolution Computing EasyCAD
  • Internet browser software
  • Autodesk AutoCAD
  • RockWare DepthCon2000
  • ESRI ArcInfo
  • Parameter Estimation PEST
  • Aquifer test software
  • Rockware CrossLog
  • Systat Software SigmaStat
  • Seismic visualization software
  • Terrain surface mapping software
  • Red Rock DeltaGraph
  • RockWare RockWorks
  • RockWare Grav2Dc
  • RockWare Plan
  • Interpex IXID
  • ChemStat
  • EasySolve Software SizePerm
  • MICRODEM
  • Gemcom Surpac
  • Adobe Photoshop
  • ESRI ArcIMS
  • Semantic Scholar AI
  • Geostatistical modeling GSTAT software
  • Evolution Computing FastCAD
  • Alara CRystalView
  • RockWare Stratbugs
  • Microsoft Access
  • ACD Systems Canvas
  • Mistral AI (chat/models)
  • Waterloo Hydrogeologic AquaChem
  • Microsoft Word
  • SAS
  • Microsoft Project
  • Upperspace DesignCAD
  • SACLANTCEN
  • Consensus
  • Gemcom GEMS
  • RockWare QuickSyn
  • EarthWorks Downhole Explorer
  • NotebookLM (Google)
  • Earth resistivity meters
  • Submicron particle size analyzers
  • Protractors
  • Desktop computers
  • Seismic stations
  • Ultrasonic sieve cleaners
  • Hydraulic earth drills
  • Alternating field demagnitizers
  • Gravity meters
  • Borehole cameras
  • Long range radar equipment
  • Penetrometers
  • X ray diffractometers
  • Personal computers
  • Triple beam balances
  • pH meters
  • Electrical conductivity meters
  • Test sieves
  • Jaw crushers
  • Dessicators
  • Hand magnifying lenses
  • Impulse magnetizers
  • Geological compasses
  • Gamma ray spectrometers
  • Drying ovens
  • Sediment piston corers
  • Geo/paleo picks
  • Towed sonars
  • Microscope slides
  • Seismographs
  • Hand levels
  • Side scan sonars
  • Rotoevaporators
  • Abney levels
  • Soil samplers
  • Fluid inclusion microscopes
  • Crack hammers
  • Argon plasma atomic emission spectroscopes
  • Atomic absorption AA spectrophotometers
  • Bottom sampling equipment
  • X ray fluorescence XRF lead detectors
  • Sediment samplers
  • Temperature profile recorders
  • Electronic toploading balances
  • Mechanical earth drills
  • Electrical conductivity cells
  • X ray fluorescence spectrometers
  • Tree corers
  • Soil augers
  • Reverse osmosis systems
  • Polarizing microscopes
  • Magnetic susceptibility/anisotropy systems
  • Roto torque mixers
  • Biological dredges
  • Microgravimeters
  • Axes
  • Thermal specimen demagnitizers
  • Mass spectrometers
  • Rangefinders
  • Geophones
  • Fume hoods
  • All terrain vehicles ATV
  • Mercury analyzers
  • Altimeters
  • Analog map measurers
  • Vibrating sample magnetometers
  • Electronic bench scales
  • Degaussing wands
  • Tubular water samplers
  • Cathodoluminescence scopes
  • Total stations
  • Mapping scale sets
  • Water level recorders
  • Petrographic microscopes
  • Sieve shakers
  • Motorized mortars/pestles
  • Isodynamic separators
  • Radiation detectors
  • Portable organic vapor analyzers
  • Video microscopes
  • Stereo microscopes
  • Echosounders
  • Sun compasses
  • Microsplitters
  • Short-range radar equipment
  • Stereoscopes
  • Large-format plotters
  • Multibeam echosounders
  • Mapping dividers
  • Mobile wireless handheld communication devices
  • Chromatographic scanners
  • Pocket magnetic susceptibility meters
  • Rock chisels
  • Magnetic susceptibility measurement systems
  • Underwater cameras
  • Ground penetrating radar GPR
  • Pocket transits
  • Rock picks
  • Laboratory rock pulverizers
  • Powered rock-coring drills
  • Underwater sediment bearing strength probes
  • Digital map measurers
  • One-atmosphere furnaces
  • Optical compound microscopes
  • Agitators
  • Winches
  • Digitizers
  • Chisel hammers
  • Geological stratum compasses
  • Seismic activity recorders
  • Water sampler bottles
  • Digital cameras
  • High temperature laboratory ovens
  • Pneumatic airscribes
  • Computed tomography CT scanners
  • Vertical sketchmasters
  • Automated core analysis systems
  • Ultraviolet UV lamps
  • Digital seismographs
  • Fusion fluxes
  • Planimeters
  • Ion chromatographs
  • Soft face hammers
  • Magnetic susceptibility/temperature systems
  • Gamma ray scintillometers
  • Clinometers
  • Pry bars
  • Carbon analyzers
  • Electron microscopes
  • Notebook computers
  • Rock saws
  • Scanners
  • Illuminated microscopes
  • Mainframe computers
  • Laser theodolites
  • Rock magnetometers
  • Global positioning system GPS receivers
  • Thermistor chains
  • Electron microprobes
  • Water current meters
  • Digitizing tablets
  • Plankton nets
  • Digital alkalinity titrators
  • Laser printers
  • Sand grain size gauges
  • Brunauer-Emmett-Teller BET surface area analyzers
  • Tube samplers
  • Centrifuges
  • Dissolved oxygen meters
  • Colorimeters
  • Laser rangefinders
  • Rotary grinders
  • Core splitters